Simulating values from a known distribution is a basic task in statistics. But how to simulate from a counterfactual distribution? We consider this question in a recently published paper.

https://jair.org/index.php/jair/article/view/15579/27053

The proposed algorithm is applied to fairness analysis in credit-scoring.